{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import confusion_matrix  \n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To be able to process locally, we will use 1% of data. After that, we still have a large number of 241,179 records."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('train.csv.gz', sep=',').dropna()\n",
    "df = df.sample(frac=0.01, random_state=99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(241179, 24)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_time</th>\n",
       "      <th>site_name</th>\n",
       "      <th>posa_continent</th>\n",
       "      <th>user_location_country</th>\n",
       "      <th>user_location_region</th>\n",
       "      <th>user_location_city</th>\n",
       "      <th>orig_destination_distance</th>\n",
       "      <th>user_id</th>\n",
       "      <th>is_mobile</th>\n",
       "      <th>is_package</th>\n",
       "      <th>...</th>\n",
       "      <th>srch_children_cnt</th>\n",
       "      <th>srch_rm_cnt</th>\n",
       "      <th>srch_destination_id</th>\n",
       "      <th>srch_destination_type_id</th>\n",
       "      <th>is_booking</th>\n",
       "      <th>cnt</th>\n",
       "      <th>hotel_continent</th>\n",
       "      <th>hotel_country</th>\n",
       "      <th>hotel_market</th>\n",
       "      <th>hotel_cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32352134</th>\n",
       "      <td>2014-05-22 11:40:07</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>174</td>\n",
       "      <td>24103</td>\n",
       "      <td>2323.5232</td>\n",
       "      <td>802499</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1442</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>125</td>\n",
       "      <td>177</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29796021</th>\n",
       "      <td>2013-06-29 12:24:37</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>311</td>\n",
       "      <td>25538</td>\n",
       "      <td>2288.6121</td>\n",
       "      <td>85229</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8272</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>659</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15185156</th>\n",
       "      <td>2014-10-30 13:58:32</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>294</td>\n",
       "      <td>40046</td>\n",
       "      <td>587.6970</td>\n",
       "      <td>755217</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11321</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>642</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3301948</th>\n",
       "      <td>2014-08-22 20:14:34</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>332</td>\n",
       "      <td>55121</td>\n",
       "      <td>2234.4394</td>\n",
       "      <td>160733</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1152</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td>1502</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25429119</th>\n",
       "      <td>2014-03-25 18:47:43</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>314</td>\n",
       "      <td>47869</td>\n",
       "      <td>839.0087</td>\n",
       "      <td>1078493</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8284</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>685</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    date_time  site_name  posa_continent  \\\n",
       "32352134  2014-05-22 11:40:07          2               3   \n",
       "29796021  2013-06-29 12:24:37          2               3   \n",
       "15185156  2014-10-30 13:58:32          2               3   \n",
       "3301948   2014-08-22 20:14:34          2               3   \n",
       "25429119  2014-03-25 18:47:43          2               3   \n",
       "\n",
       "          user_location_country  user_location_region  user_location_city  \\\n",
       "32352134                     66                   174               24103   \n",
       "29796021                     66                   311               25538   \n",
       "15185156                     66                   294               40046   \n",
       "3301948                      66                   332               55121   \n",
       "25429119                     66                   314               47869   \n",
       "\n",
       "          orig_destination_distance  user_id  is_mobile  is_package  \\\n",
       "32352134                  2323.5232   802499          0           1   \n",
       "29796021                  2288.6121    85229          0           0   \n",
       "15185156                   587.6970   755217          0           1   \n",
       "3301948                   2234.4394   160733          0           1   \n",
       "25429119                   839.0087  1078493          0           0   \n",
       "\n",
       "              ...        srch_children_cnt srch_rm_cnt srch_destination_id  \\\n",
       "32352134      ...                        0           1                1442   \n",
       "29796021      ...                        1           1                8272   \n",
       "15185156      ...                        0           1               11321   \n",
       "3301948       ...                        0           1                1152   \n",
       "25429119      ...                        0           1                8284   \n",
       "\n",
       "          srch_destination_type_id  is_booking  cnt  hotel_continent  \\\n",
       "32352134                         3           0    1                4   \n",
       "29796021                         1           0    1                2   \n",
       "15185156                         1           0    1                2   \n",
       "3301948                          1           1    1                4   \n",
       "25429119                         1           0    4                2   \n",
       "\n",
       "          hotel_country  hotel_market  hotel_cluster  \n",
       "32352134            125           177             44  \n",
       "29796021             50           659             59  \n",
       "15185156             50           642             22  \n",
       "3301948              47          1502             65  \n",
       "25429119             50           685              6  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Frequency')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25643564160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_classes = pd.value_counts(df['is_booking'], sort = True).sort_index()\n",
    "count_classes.plot(kind = 'bar')\n",
    "plt.title(\"Booking or Not booking\")\n",
    "plt.xlabel(\"Class\")\n",
    "plt.ylabel(\"Frequency\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is obvious that our data is very imbalanced. We will have to deal with it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data quality check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date_time                    0\n",
       "site_name                    0\n",
       "posa_continent               0\n",
       "user_location_country        0\n",
       "user_location_region         0\n",
       "user_location_city           0\n",
       "orig_destination_distance    0\n",
       "user_id                      0\n",
       "is_mobile                    0\n",
       "is_package                   0\n",
       "channel                      0\n",
       "srch_ci                      0\n",
       "srch_co                      0\n",
       "srch_adults_cnt              0\n",
       "srch_children_cnt            0\n",
       "srch_rm_cnt                  0\n",
       "srch_destination_id          0\n",
       "srch_destination_type_id     0\n",
       "is_booking                   0\n",
       "cnt                          0\n",
       "hotel_continent              0\n",
       "hotel_country                0\n",
       "hotel_market                 0\n",
       "hotel_cluster                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date_time                     object\n",
       "site_name                      int64\n",
       "posa_continent                 int64\n",
       "user_location_country          int64\n",
       "user_location_region           int64\n",
       "user_location_city             int64\n",
       "orig_destination_distance    float64\n",
       "user_id                        int64\n",
       "is_mobile                      int64\n",
       "is_package                     int64\n",
       "channel                        int64\n",
       "srch_ci                       object\n",
       "srch_co                       object\n",
       "srch_adults_cnt                int64\n",
       "srch_children_cnt              int64\n",
       "srch_rm_cnt                    int64\n",
       "srch_destination_id            int64\n",
       "srch_destination_type_id       int64\n",
       "is_booking                     int64\n",
       "cnt                            int64\n",
       "hotel_continent                int64\n",
       "hotel_country                  int64\n",
       "hotel_market                   int64\n",
       "hotel_cluster                  int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature engineering\n",
    "The process includes create new columns such as year, month, plan time and hotel nights. And remove the columns we do not need anymore afterwards."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"date_time\"] = pd.to_datetime(df[\"date_time\"]) \n",
    "df[\"year\"] = df[\"date_time\"].dt.year  \n",
    "df[\"month\"] = df[\"date_time\"].dt.month\n",
    "\n",
    "df['srch_ci']=pd.to_datetime(df['srch_ci'],infer_datetime_format = True,errors='coerce')\n",
    "df['srch_co']=pd.to_datetime(df['srch_co'],infer_datetime_format = True,errors='coerce')\n",
    "\n",
    "df['plan_time'] = ((df['srch_ci']-df['date_time'])/np.timedelta64(1,'D')).astype(float)\n",
    "df['hotel_nights']=((df['srch_co']-df['srch_ci'])/np.timedelta64(1,'D')).astype(float)\n",
    "\n",
    "cols_to_drop = ['date_time', 'srch_ci', 'srch_co', 'user_id']\n",
    "df.drop(cols_to_drop, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>site_name</th>\n",
       "      <th>posa_continent</th>\n",
       "      <th>user_location_country</th>\n",
       "      <th>user_location_region</th>\n",
       "      <th>user_location_city</th>\n",
       "      <th>orig_destination_distance</th>\n",
       "      <th>is_mobile</th>\n",
       "      <th>is_package</th>\n",
       "      <th>channel</th>\n",
       "      <th>srch_adults_cnt</th>\n",
       "      <th>...</th>\n",
       "      <th>is_booking</th>\n",
       "      <th>cnt</th>\n",
       "      <th>hotel_continent</th>\n",
       "      <th>hotel_country</th>\n",
       "      <th>hotel_market</th>\n",
       "      <th>hotel_cluster</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>plan_time</th>\n",
       "      <th>hotel_nights</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32352134</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>174</td>\n",
       "      <td>24103</td>\n",
       "      <td>2323.5232</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>125</td>\n",
       "      <td>177</td>\n",
       "      <td>44</td>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>62.513808</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29796021</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>311</td>\n",
       "      <td>25538</td>\n",
       "      <td>2288.6121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>659</td>\n",
       "      <td>59</td>\n",
       "      <td>2013</td>\n",
       "      <td>6</td>\n",
       "      <td>5.482905</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15185156</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>294</td>\n",
       "      <td>40046</td>\n",
       "      <td>587.6970</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>642</td>\n",
       "      <td>22</td>\n",
       "      <td>2014</td>\n",
       "      <td>10</td>\n",
       "      <td>49.417685</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3301948</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>332</td>\n",
       "      <td>55121</td>\n",
       "      <td>2234.4394</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td>1502</td>\n",
       "      <td>65</td>\n",
       "      <td>2014</td>\n",
       "      <td>8</td>\n",
       "      <td>153.156551</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25429119</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>314</td>\n",
       "      <td>47869</td>\n",
       "      <td>839.0087</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>685</td>\n",
       "      <td>6</td>\n",
       "      <td>2014</td>\n",
       "      <td>3</td>\n",
       "      <td>22.216863</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          site_name  posa_continent  user_location_country  \\\n",
       "32352134          2               3                     66   \n",
       "29796021          2               3                     66   \n",
       "15185156          2               3                     66   \n",
       "3301948           2               3                     66   \n",
       "25429119          2               3                     66   \n",
       "\n",
       "          user_location_region  user_location_city  orig_destination_distance  \\\n",
       "32352134                   174               24103                  2323.5232   \n",
       "29796021                   311               25538                  2288.6121   \n",
       "15185156                   294               40046                   587.6970   \n",
       "3301948                    332               55121                  2234.4394   \n",
       "25429119                   314               47869                   839.0087   \n",
       "\n",
       "          is_mobile  is_package  channel  srch_adults_cnt      ...       \\\n",
       "32352134          0           1        9                2      ...        \n",
       "29796021          0           0        9                3      ...        \n",
       "15185156          0           1        9                2      ...        \n",
       "3301948           0           1        9                2      ...        \n",
       "25429119          0           0        9                4      ...        \n",
       "\n",
       "          is_booking  cnt  hotel_continent  hotel_country  hotel_market  \\\n",
       "32352134           0    1                4            125           177   \n",
       "29796021           0    1                2             50           659   \n",
       "15185156           0    1                2             50           642   \n",
       "3301948            1    1                4             47          1502   \n",
       "25429119           0    4                2             50           685   \n",
       "\n",
       "          hotel_cluster  year  month   plan_time  hotel_nights  \n",
       "32352134             44  2014      5   62.513808           0.0  \n",
       "29796021             59  2013      6    5.482905           4.0  \n",
       "15185156             22  2014     10   49.417685           3.0  \n",
       "3301948              65  2014      8  153.156551           7.0  \n",
       "25429119              6  2014      3   22.216863           3.0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot a correlation matrix using a heatmap to explore the correlation between features. Nothing really exciting here. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Correlation between different fearures')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2564a0f7a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation = df.corr()\n",
    "plt.figure(figsize=(18, 18))\n",
    "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='viridis')\n",
    "\n",
    "plt.title('Correlation between different fearures')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at the correlation of each column compared to the other one. We do not see any two variables are very closely correlated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dealing with imbalanced data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of not booking clicks:  0.5\n",
      "Percentage of booking clicks:  0.5\n",
      "Total number of records in resampled data:  40064\n"
     ]
    }
   ],
   "source": [
    "booking_indices = df[df.is_booking == 1].index\n",
    "random_indices = np.random.choice(booking_indices, len(df.loc[df.is_booking == 1]), replace=False)\n",
    "booking_sample = df.loc[random_indices]\n",
    "\n",
    "not_booking = df[df.is_booking == 0].index\n",
    "random_indices = np.random.choice(not_booking, sum(df['is_booking']), replace=False)\n",
    "not_booking_sample = df.loc[random_indices]\n",
    "\n",
    "df_new = pd.concat([not_booking_sample, booking_sample], axis=0)\n",
    "\n",
    "print(\"Percentage of not booking clicks: \", len(df_new[df_new.is_booking == 0])/len(df_new))\n",
    "print(\"Percentage of booking clicks: \", len(df_new[df_new.is_booking == 1])/len(df_new))\n",
    "print(\"Total number of records in resampled data: \", len(df_new))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Shuffle the resampled dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new = df_new.sample(frac=1).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(40064, 24)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assign features and label from the new dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df_new.loc[:, df_new.columns != 'is_booking']\n",
    "y = df_new.loc[:, df_new.columns == 'is_booking']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>site_name</th>\n",
       "      <th>posa_continent</th>\n",
       "      <th>user_location_country</th>\n",
       "      <th>user_location_region</th>\n",
       "      <th>user_location_city</th>\n",
       "      <th>orig_destination_distance</th>\n",
       "      <th>is_mobile</th>\n",
       "      <th>is_package</th>\n",
       "      <th>channel</th>\n",
       "      <th>srch_adults_cnt</th>\n",
       "      <th>...</th>\n",
       "      <th>srch_destination_type_id</th>\n",
       "      <th>cnt</th>\n",
       "      <th>hotel_continent</th>\n",
       "      <th>hotel_country</th>\n",
       "      <th>hotel_market</th>\n",
       "      <th>hotel_cluster</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>plan_time</th>\n",
       "      <th>hotel_nights</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>322</td>\n",
       "      <td>56444</td>\n",
       "      <td>3961.4587</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>636</td>\n",
       "      <td>28</td>\n",
       "      <td>2014</td>\n",
       "      <td>12</td>\n",
       "      <td>208.604306</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>205</td>\n",
       "      <td>155</td>\n",
       "      <td>19334</td>\n",
       "      <td>948.0112</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>628</td>\n",
       "      <td>45</td>\n",
       "      <td>2014</td>\n",
       "      <td>10</td>\n",
       "      <td>33.616632</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>346</td>\n",
       "      <td>21180</td>\n",
       "      <td>5121.8768</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>70</td>\n",
       "      <td>135</td>\n",
       "      <td>16</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>39.366493</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>174</td>\n",
       "      <td>24103</td>\n",
       "      <td>334.1044</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>1230</td>\n",
       "      <td>33</td>\n",
       "      <td>2013</td>\n",
       "      <td>8</td>\n",
       "      <td>9.344062</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>174</td>\n",
       "      <td>5746</td>\n",
       "      <td>115.7918</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>627</td>\n",
       "      <td>32</td>\n",
       "      <td>2013</td>\n",
       "      <td>10</td>\n",
       "      <td>7.106215</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   site_name  posa_continent  user_location_country  user_location_region  \\\n",
       "0          2               3                     66                   322   \n",
       "1         34               3                    205                   155   \n",
       "2          2               3                     66                   346   \n",
       "3          2               3                     66                   174   \n",
       "4          2               3                     66                   174   \n",
       "\n",
       "   user_location_city  orig_destination_distance  is_mobile  is_package  \\\n",
       "0               56444                  3961.4587          0           0   \n",
       "1               19334                   948.0112          0           1   \n",
       "2               21180                  5121.8768          0           0   \n",
       "3               24103                   334.1044          0           0   \n",
       "4                5746                   115.7918          0           0   \n",
       "\n",
       "   channel  srch_adults_cnt      ...       srch_destination_type_id  cnt  \\\n",
       "0        9                5      ...                              5    1   \n",
       "1        9                2      ...                              1    2   \n",
       "2        0                2      ...                              1    1   \n",
       "3        9                6      ...                              1    1   \n",
       "4        9                2      ...                              1    1   \n",
       "\n",
       "   hotel_continent  hotel_country  hotel_market  hotel_cluster  year  month  \\\n",
       "0                2             50           636             28  2014     12   \n",
       "1                2             50           628             45  2014     10   \n",
       "2                6             70           135             16  2014      1   \n",
       "3                2             50          1230             33  2013      8   \n",
       "4                2             50           627             32  2013     10   \n",
       "\n",
       "    plan_time  hotel_nights  \n",
       "0  208.604306           2.0  \n",
       "1   33.616632           3.0  \n",
       "2   39.366493           2.0  \n",
       "3    9.344062           2.0  \n",
       "4    7.106215           2.0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PCA \n",
    "Principal component analysis, or PCA, is a statistical technique to convert high dimensional data to low dimensional data by selecting the most important features that capture maximum information about the dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Standardize the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.46199337,  0.17933751, -0.40303549, ...,  1.51901039,\n",
       "         2.82235649, -0.28179178],\n",
       "       [ 3.06852659,  0.17933751,  2.15367292, ...,  0.90975169,\n",
       "        -0.16984298,  0.05510374],\n",
       "       [-0.46199337,  0.17933751, -0.40303549, ..., -1.83191241,\n",
       "        -0.0715233 , -0.28179178],\n",
       "       ...,\n",
       "       [-0.46199337,  0.17933751, -0.40303549, ...,  0.300493  ,\n",
       "        -0.54599567,  0.05510374],\n",
       "       [-0.46199337,  0.17933751, -0.40303549, ...,  0.90975169,\n",
       "         0.29921357, -0.28179178],\n",
       "       [-0.46199337,  0.17933751, -0.40303549, ...,  1.21438104,\n",
       "        -0.20302251, -0.61868729]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler = StandardScaler()\n",
    "X=scaler.fit_transform(X)\n",
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apply PCA. And we have 23 features in our data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(copy=True, iterated_power='auto', n_components=23, random_state=None,\n",
       "  svd_solver='auto', tol=0.0, whiten=False)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca = PCA(n_components=23)\n",
    "pca.fit(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate Eigenvalues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  9.2,  17.3,  24.1,  30.4,  36. ,  41.2,  46.1,  50.7,  55.2,\n",
       "        59.6,  63.9,  68. ,  72.1,  76. ,  79.9,  83.6,  86.9,  89.9,\n",
       "        92.4,  94.7,  96.8,  98.8, 100.1])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "var=np.cumsum(np.round(pca.explained_variance_ratio_, decimals=3)*100)\n",
    "var"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above array we see that the first feature explains 9.3% of the variance within our data set while the first two explain 17.3% and so on. If we employ all features we capture 99.9% of the variance within the dataset, thus we gain some by implementing an additional feature. No any single feature outstanding."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 4: Sort & Select"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x257a48b2e48>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2579f190e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.ylabel('% Variance Explained')\n",
    "plt.xlabel('# of Features')\n",
    "plt.title('PCA Analysis')\n",
    "plt.style.context('seaborn-whitegrid')\n",
    "\n",
    "plt.plot(var)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on the plot above it's clear we should keep all 23 features."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train, predict and performance evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(28044, 23)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=1)\n",
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SusanLi\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[3486 2531]\n",
      " [1873 4130]]\n",
      "Accuracy 0.6336106489184692\n"
     ]
    }
   ],
   "source": [
    "pca = PCA()  \n",
    "X_train = pca.fit_transform(X_train)  \n",
    "X_test = pca.transform(X_test)\n",
    "\n",
    "classifier = RandomForestClassifier(max_depth=2, random_state=0)  \n",
    "classifier.fit(X_train, y_train)\n",
    "\n",
    "y_pred = classifier.predict(X_test)\n",
    "\n",
    "cm = confusion_matrix(y_test, y_pred)  \n",
    "print(cm)  \n",
    "print('Accuracy', accuracy_score(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SusanLi\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:578: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[3226 2791]\n",
      " [1008 4995]]\n",
      "Accuracy 0.6839434276206323\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=1)\n",
    "pca = PCA(n_components=23)\n",
    "logReg = LogisticRegression() \n",
    "\n",
    "pipe = Pipeline([('pca', pca), ('logistic', logReg)])\n",
    "pipe.fit(X_train, y_train)\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "cm = confusion_matrix(y_test, y_pred)  \n",
    "print(cm)  \n",
    "print('Accuracy', accuracy_score(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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